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Explore our full suite of AI platforms, data marketplaces, and expert services designed to build, train, fine-tune, and deploy reliable, production-grade AI systems at scale.

Explore our full suite of AI platforms, data marketplaces, and expert services designed to build, train, fine-tune, and deploy reliable, production-grade AI systems at scale.

Explore our full suite of AI platforms, data marketplaces, and expert services designed to build, train, fine-tune, and deploy reliable, production-grade AI systems at scale.

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Press release

Press release

Centific Launches RL Environments-as-a-Service, the First Industry-Authentic Training Infrastructure for Enterprise AI Agents

Centific Launches RL Environments-as-a-Service, the First Industry-Authentic Training Infrastructure for Enterprise AI Agents

New offering delivers fully configurable simulations of enterprises that enable frontier labs and Fortune 500 companies to train AI agents against the complexity of real deployment.

New offering delivers fully configurable simulations of enterprises that enable frontier labs and Fortune 500 companies to train AI agents against the complexity of real deployment.

Table of contents

Topics

Agentic AI
RL Environments
Enterprise Workflows
Simulation Infrastructure
Digital Twins
Agentic AI
RL Environments
Enterprise Workflows
Simulation Infrastructure
Digital Twins

Published

Published on Nov 11, 2025

on Mar 12, 2026

on Mar 12, 2026

2 min read time

Centific today announced the launch of RL Environments-as-a-Service (RLEaaS), a new product category that delivers fully configurable, industry-authentic simulation enterprises purpose-built for training and evaluating AI agents across high-value business functions and associated processes. The offering addresses a critical gap in the AI development lifecycle: the absence of realistic, high-fidelity environments where agents can be trained against the institutional complexity they will encounter in production.

Frontier AI models have demonstrated remarkable general capabilities, yet deployment outcomes in enterprise settings remain inconsistent. For example, leading models solved fewer than 28% of governed banking tasks out of the box; not due to a lack of intelligence, but due to a lack of training environments that encode institutional and regulatory expertise and context, and workflow complexity. Centific's RLEaaS is designed to close this, and similar gaps across industries.

"Our motto: no bad models; only bad training.” Said Venkat Rangapuram, CEO and Co-Founder of Centific. “If you train an AI agent against a generic task, you get a generic agent. If you train it inside a simulation enterprise that mirrors the complexity, constraints, and messiness of real deployment, you get an agent that actually works. And at Centific, we exist to make AI work responsibly."

What Centific RLEaaS Delivers

RLEaaS is built on three interlocking layers. The Simulation Enterprise Builder produces fully stateful digital companies complete with org charts, ERP and CRM data environments, regulatory frameworks, and operational state, configurable to mirror a client's specific deployment context. The Scenario Engine transforms each simulated company into a dynamic RL environment, generating branching, multi-step task sequences across four complexity tiers ranging from routine operations to adversarial edge cases and systemic stress tests. The Expert Human-in-the-Loop layer pairs every environment with domain practitioners, including licensed claims adjusters, Series 7 holders, and compliance officers, who author evaluation rubrics and generate structured reward signals that go beyond task completion to assess reasoning quality, regulatory awareness, and risk identification.

Simulation Verticals: Financial Services, Healthcare, Technology and SaaS, Supply Chain, Public Sector, And Ecommerce simulated companies available; with more planned.

Cross-Vertical Functions: Eight additional simulated functions available for deployment across verticals: HR, Finance, Legal, Operations, Sales, Marketing, Customer Service, and Procurement, with additional out-of-the box personas in development.

Availability

Centific RLEaaS is available now for frontier model labs and enterprise AI teams. The initial launch includes FinSim (financial services), MedSim (healthcare), and DevSim (enterprise SaaS) simulation environments. ShipSim (supply chain) and PubSim (public sector) are planned for release next month.

About Centific

Centific is an AI data and intelligence company that helps frontier model labs and enterprise organizations build, train, and validate AI systems at scale. With a global network of over two million domain experts, proprietary data infrastructure, and deep relationships across the AI development ecosystem, Centific delivers the human intelligence and platform capabilities required to make AI work in production.

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